I walked into the living room and found him on the couch, watching a documentary, subtitles flickering across the screen. He was mimicking the cadence, the inflections of the speakers, trying to sound fluent. It was my mother tongue, Swahili.

I sat down on the other end of the couch, maintaining a significant distance.

"What's that?" I asked, my tone flat.

"Just… learning some new things," he replied, never taking his eyes off the screen. I watched the images pass over his face, looking for something that I couldn't name.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349